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Original Articles

DISCRETE OPTIMIZATION ALGORITHMS IN REAL-TIME VISUAL TRACKING

, , , &
Pages 805-827 | Published online: 16 Oct 2009

Figures & data

FIGURE 1 Assignment matrix representation. Note that its dimension is N × (M + 1). First column is added, for special case where a blob is not assigned to none track (“null track”).

FIGURE 1 Assignment matrix representation. Note that its dimension is N × (M + 1). First column is added, for special case where a blob is not assigned to none track (“null track”).

FIGURE 2 Optimal assignment in a hypothetical situation.

FIGURE 2 Optimal assignment in a hypothetical situation.

FIGURE 3 Information necessary for each blob in order to achieve incrementality.

FIGURE 3 Information necessary for each blob in order to achieve incrementality.

FIGURE 4 Hill Climbing for the blobs-to-tracks assignment problem.

FIGURE 4 Hill Climbing for the blobs-to-tracks assignment problem.

FIGURE 5 Simulated annealing for blobs-to-tracks assignment problem.

FIGURE 5 Simulated annealing for blobs-to-tracks assignment problem.

FIGURE 6 Tabu Search for blobs-to-tracks assignment problem.

FIGURE 6 Tabu Search for blobs-to-tracks assignment problem.

FIGURE 7 The OpenCV visual surveillance algorithms.

FIGURE 7 The OpenCV visual surveillance algorithms.

TABLE 1 Tracking Algorithms Used in the Evaluation Section

FIGURE 8 Scenes of the datasets used in the experimentation: (a) SQUASH; (b) BOAT; (c) HANDBALL; (d) CORRIDOR; and (e) PETS2002. The original sequence is depicted in the first row and their respective foreground images are in the second row.

FIGURE 8 Scenes of the datasets used in the experimentation: (a) SQUASH; (b) BOAT; (c) HANDBALL; (d) CORRIDOR; and (e) PETS2002. The original sequence is depicted in the first row and their respective foreground images are in the second row.

TABLE 2 Measures of Quality of the Algorithms Applied to SQUASH

TABLE 3 Measures of Quality of the Algorithms Applied to BOAT

TABLE 4 Measures of Quality of the Algorithms Applied to HANDBALL

TABLE 5 Measures of Quality of the Algorithms Applied to PETS2002

TABLE 6 Measures of Quality of the Algorithms Applied to CORRIDOR

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